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Ember-1 (max) vs GPT-6.1 Sol (low)

GPT-6.1 Sol (low) leads on average score with 9.6 vs 6.7. GPT-6.1 Sol (low) has the lower benchmark cost at $0.460 vs $3.264. GPT-6.1 Sol (low) is faster at 7.15s vs 97.34s, with pass rates of 59.4% vs 92.8%.

Last updated at: 2026-11-10

Compared models

Rank
#242
Total Output Tokens
186,901
Response Time (avg)
97.34s
Total Cost
$3.264
Rank
#17
Total Output Tokens
13,138
Response Time (avg)
7.15s
Total Cost
$0.460
Recommended model GPT-6.1 Sol (low)

It has the best score here (9.6), while costing about 7.1x less than Ember-1 (max).

Detailed comparison

Metric Ember-1 Ember-1 max Release: 2026-09-28 GPT-6.1 Sol GPT-6.1 Sol low Release: 2026-09-29
Score 6.7 9.6
Rank #242 #17
Reliability 8.3 10.0
Consistency 7.8 9.6
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 59.4% 92.8%
Flaky tests 6 1
Total Runs 69 69
Cost per result 29.671 2.187
Total Cost $3.264 $0.460
Input Price $3.000 / 1M $2.000 / 1M
Output Price $15.000 / 1M $10.000 / 1M
Cache Read Price $0.300 / 1M $0.100 / 1M
Cache Write Price N/A $2.500 / 1M
Total Input Tokens 153,399 163,900
Output Tokens 7,803 4,958
Reasoning Tokens 179,098 8,180
Response Time (avg) 97.34s 7.15s
Response Time (max) 587.08s 46.57s
Response Time (total) 2238.73s 164.47s
Parameters ~2.8T total (~104B active) ~2T total (~150B active)
Availability Closed Closed

Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.

Model generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#242 Ember-1

max
Cost
$0.163
Time
229.4s
Tokens
11,002 tok

#17 GPT-6.1 Sol

low
Cost
$0.028
Time
44.6s
Tokens
2,881 tok

Top Models by Score

Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

Total Output Tokens

Score vs Total Output Tokens

Category Breakdown

Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ember-1 5.2 4.4 55.6% 2 105.09s 3,362 1,149 27,957
GPT-6.1 Sol 10.0 10.0 100.0% 0 4.48s 7,302 388 1,286

Quick Compare

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